Triple

T21019231
Position Surface form Disambiguated ID Type / Status
Subject Flesh-n-Bone E517762 entity
Predicate notableWork P4 FINISHED
Object T.H.U.G.S. (album)
T.H.U.G.S. is a hip hop studio album by Flesh-n-Bone, a member of Bone Thugs-n-Harmony, showcasing his gritty lyrical style and Midwest rap sound.
 E1462920 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: T.H.U.G.S. (album) | Statement: [Flesh-n-Bone, notableWork, T.H.U.G.S. (album)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: T.H.U.G.S. (album)
Context triple: [Flesh-n-Bone, notableWork, T.H.U.G.S. (album)]
  • A. Thugs Are Us
    Thugs Are Us is a 2001 studio album by American rapper Trick Daddy that helped solidify his prominence in Southern hip hop.
  • B. Thug World Order
    Thug World Order is a studio album by hip hop group Bone Thugs-n-Harmony that continues their signature melodic rap style with socially conscious and street-oriented themes.
  • C. Mo Thugs
    Mo Thugs is a hip hop collective and record label founded by members of Bone Thugs-n-Harmony, featuring various affiliated artists from their musical circle.
  • D. Thug It Out
    "Thug It Out" is an R&B/hip-hop track produced by Ryan Bowser, known for its smooth, melodic production and street-influenced lyrical themes.
  • E. Thug Is a Drug
    "Thug Is a Drug" is a hip-hop track by the underground rapper True Magic, showcasing gritty lyricism and street-influenced themes.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: T.H.U.G.S. (album)
Triple: [Flesh-n-Bone, notableWork, T.H.U.G.S. (album)]
Generated description
T.H.U.G.S. is a hip hop studio album by Flesh-n-Bone, a member of Bone Thugs-n-Harmony, showcasing his gritty lyrical style and Midwest rap sound.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: T.H.U.G.S. (album)
Target entity description: T.H.U.G.S. is a hip hop studio album by Flesh-n-Bone, a member of Bone Thugs-n-Harmony, showcasing his gritty lyrical style and Midwest rap sound.
  • A. Thugs Are Us
    Thugs Are Us is a 2001 studio album by American rapper Trick Daddy that helped solidify his prominence in Southern hip hop.
  • B. Thug World Order
    Thug World Order is a studio album by hip hop group Bone Thugs-n-Harmony that continues their signature melodic rap style with socially conscious and street-oriented themes.
  • C. Mo Thugs
    Mo Thugs is a hip hop collective and record label founded by members of Bone Thugs-n-Harmony, featuring various affiliated artists from their musical circle.
  • D. Thug It Out
    "Thug It Out" is an R&B/hip-hop track produced by Ryan Bowser, known for its smooth, melodic production and street-influenced lyrical themes.
  • E. Thug Is a Drug
    "Thug Is a Drug" is a hip-hop track by the underground rapper True Magic, showcasing gritty lyricism and street-influenced themes.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e0b50262b081909bc488937145eb73 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e6fc5b6af4819081fd3aa5212f17a5 completed April 21, 2026, 4:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a093b67103081908033c57e586afa69 completed May 17, 2026, 3:52 a.m.
NEDg Description generation batch_6a0940b362388190a78a244eafa7cbba completed May 17, 2026, 4:14 a.m.
NED2 Entity disambiguation (via description) batch_6a09414912d88190b7da0186ef7b227f completed May 17, 2026, 4:17 a.m.
Created at: April 16, 2026, 1:54 p.m.